Lyric discussion by crazymanmichael 

Cover art for Come Talk To Me lyrics by Peter Gabriel

TheSyndicate88 is correct. In the Gabriel video "All About Us", he speaks extensively about how the inspiration for this song came from what he perceived as a growing gulf between him and his daughter Melanie (who performed with him on the Up tour).